{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1b7f6e6b",
   "metadata": {},
   "source": [
    "# softmax实现练习\n",
    " 在本章练习中我们将逐步完成：\n",
    "* 1.熟悉使用CIFAR-10 数据集\n",
    "* 2.编码softmax_loss_naive函数 使用显式循环计算损失函数以及梯度\n",
    "* 3.编码softmax_loss_vectorized函数  使用向量化表达计算损失函数以及梯度\n",
    "* 4.编码最小批量梯度下降算法 训练softmax分类器\n",
    "* 5.使用验证数据选择超参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "444dbb5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#-*- coding: utf-8 -*-\n",
    "import random\n",
    "import numpy as np\n",
    "from utils.data_utils import load_CIFAR10\n",
    "from classifiers.chapter2 import *\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) \n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f7760f34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练数据（数据个数，数据维度）:  (50000, 32, 32, 3)\n",
      "训练数据标记（数据标记个数，）:  (50000,)\n",
      "测试数据（数据个数，数据维度）:  (10000, 32, 32, 3)\n",
      "测试数据标记（数据标记个数，）:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "# 导入 CIFAR-10 数据.\n",
    "cifar10_dir = 'datasets\\\\cifar-10-batches-py'\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "\n",
    "# 查看数据\n",
    "print('训练数据（数据个数，数据维度）: ', X_train.shape)\n",
    "print('训练数据标记（数据标记个数，）: ', y_train.shape)\n",
    "print('测试数据（数据个数，数据维度）: ', X_test.shape)\n",
    "print('测试数据标记（数据标记个数，）: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9eeaadb4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 70 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据可视化.\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "# 类别总数\n",
    "num_classes = len(classes)\n",
    "# 每个类别采样个数\n",
    "samples_per_class = 7\n",
    "for y, cls in enumerate(classes): # 对列表的元素位置和元素进行循环，y表示元素位置（0,num_class），cls元素本身'plane'等\n",
    "    # numpy.flatnonzero():\n",
    "    # 该函数输入一个矩阵，返回扁平化后矩阵中非零元素的位置（index）\n",
    "    idxs = np.flatnonzero(y_train == y)  # 找出标签中y类的位置\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False) #从中选出我们所需的7个样本\n",
    "    for i, idx in enumerate(idxs): # 对所选的样本的位置和样本所对应的图片在训练集中的位置进行循环\n",
    "        plt_idx = i * num_classes + y + 1  # 在子图中所占位置的计算\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)  # 说明要画的子图的编号\n",
    "        plt.imshow(X_train[idx].astype('uint8'))  # 画图\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)  # 写上标题，也就是类别名\n",
    "plt.show()  # 显示"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4f70a7c",
   "metadata": {},
   "source": [
    "## 1.数据预处理\n",
    "在通常情况下，我们需要对输入数据进行归一化处理，也就是使得数据呈均值为零，方差为1的标准正态分布。由于图像的特征范围在[0,255]，其方差已经被约束了，我们只需要将数据进行零均值中心化处理即可，不需要将数据压缩在[-1,1]范围(当然，你也可以进行此项处理)。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8ba7e6bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train data shape:  (49000, 3073)\n",
      "Train labels shape:  (49000,)\n",
      "Validation data shape:  (100, 3073)\n",
      "Validation labels shape:  (100,)\n",
      "Test data shape:  (10000, 3073)\n",
      "Test labels shape:  (10000,)\n",
      "sample data shape:  (250, 3073)\n",
      "sample labels shape:  (250,)\n"
     ]
    }
   ],
   "source": [
    "def get_CIFAR10_data(num_training=49000, num_validation=100, num_test=10000, num_sample=250):\n",
    "    '''\n",
    "    熟练使用CIFAR-10数据集\n",
    "    CIFAR-10数据集包括了60000张，大小为32*32的十分类图片。\n",
    "    num_training: 训练数据样本数\n",
    "    num_validation: 验证数据样本数\n",
    "    num_test: 测试数据样本数\n",
    "    num_sample: 示例数据样本数\n",
    "    '''\n",
    "    # 导入 CIFAR-10 data\n",
    "    cifar10_dir = 'datasets/cifar-10-batches-py'\n",
    "    X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "    \n",
    "    # 采样数据\n",
    "    mask = range(num_training, num_training + num_validation)\n",
    "    X_val = X_train[mask]\n",
    "    y_val = y_train[mask]\n",
    "    mask = range(num_training)\n",
    "    X_train = X_train[mask] \n",
    "    y_train = y_train[mask]\n",
    "    mask = range(num_test)\n",
    "    X_test = X_test[mask]\n",
    "    y_test = y_test[mask]\n",
    "    mask = np.random.choice(num_training, num_sample, replace=False)\n",
    "    X_sample = X_train[mask]\n",
    "    y_sample = y_train[mask]\n",
    "    \n",
    "    # 数据形状转换\n",
    "    # 将(宽，高，色道)压缩在一维上\n",
    "    # 将数据重塑成（数据个数，维度）形状\n",
    "    X_train = np.reshape(X_train,(X_train.shape[0], -1))\n",
    "    X_val = np.reshape(X_val,(X_val.shape[0], -1))\n",
    "    X_test = np.reshape(X_test,(X_test.shape[0], -1))\n",
    "    X_sample = np.reshape(X_sample,(X_sample.shape[0], -1))\n",
    "    \n",
    "    # 数据归一化\n",
    "    # 数据预处理，减去其均值\n",
    "    mean_image = np.mean(X_train, axis = 0)\n",
    "    X_train -= mean_image\n",
    "    X_val -= mean_image\n",
    "    X_test -= mean_image\n",
    "    X_sample -= mean_image\n",
    "    \n",
    "    # 在每列数据中加入偏置项\n",
    "    # np.hstack将参数元组的元素数组按水平方向进行叠加\n",
    "    X_train = np.hstack([X_train, np.ones((X_train.shape[0], 1))])\n",
    "    X_val = np.hstack([X_val, np.ones((X_val.shape[0], 1))])\n",
    "    X_test = np.hstack([X_test, np.ones((X_test.shape[0], 1))])\n",
    "    X_sample = np.hstack([X_sample, np.ones((X_sample.shape[0], 1))])\n",
    "    \n",
    "    return X_train, y_train, X_val, y_val, X_test, y_test, X_sample, y_sample\n",
    "\n",
    "X_train, y_train, X_val, y_val, X_test, y_test, X_sample, y_sample = get_CIFAR10_data()\n",
    "print('Train data shape: ', X_train.shape)\n",
    "print('Train labels shape: ', y_train.shape)\n",
    "print('Validation data shape: ', X_val.shape)\n",
    "print('Validation labels shape: ', y_val.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)\n",
    "print('sample data shape: ', X_sample.shape)\n",
    "print('sample labels shape: ', y_sample.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92ea4e30",
   "metadata": {},
   "source": [
    "## 2.使用显式循环计算损失函数以及梯度\n",
    "\n",
    "请尽可能少地使用循环，使用的循环越少，就可以节约更多的计算时间。需要逐渐地适应向量化计算表达，因为采用向量化表达，既书写简介，使得代码的可读性大大提高，不容易产生错误，又极大地提高了运算效率。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e7dbd6e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "你实现的softmax损失值loss: 2.322683\n",
      "正确的损失值: 2.302585\n"
     ]
    }
   ],
   "source": [
    "# 首先我们将用循环的方式实现softmax的损失函数（代价函数）\n",
    "# 打开 classifiers/chapter2/softmax_loss.py 文件并实现softmax_loss_naive函数\n",
    "# 完成之后运行该单元代码\n",
    "from classifiers.chapter2.softmax_loss import softmax_loss_naive\n",
    "import time\n",
    "\n",
    "# 初始化权重\n",
    "W = np.random.randn(3073, 10) * 0.0001\n",
    "loss, grad = softmax_loss_naive(W, X_sample, y_sample, 0.0)\n",
    "\n",
    "# 你的初始化损失值应该接近于 -log(0.1).\n",
    "print('你实现的softmax损失值loss: %f' % loss)\n",
    "print('正确的损失值: %f' % ( -np.log(0.1) ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2255d4d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "检验无权重衰减的softmax_loss_naive梯度：\n",
      "numerical: -1.643731 analytic: -1.643731, relative error: 1.767333e-08\n",
      "numerical: -0.903899 analytic: -0.903899, relative error: 4.933728e-08\n",
      "numerical: -1.871885 analytic: -1.871886, relative error: 1.466657e-08\n",
      "numerical: 1.315985 analytic: 1.315985, relative error: 2.012378e-08\n",
      "numerical: 1.398138 analytic: 1.398138, relative error: 2.379984e-08\n",
      "numerical: 0.787859 analytic: 0.787859, relative error: 3.121790e-08\n",
      "numerical: -2.592382 analytic: -2.592382, relative error: 2.092500e-08\n",
      "numerical: -2.854713 analytic: -2.854713, relative error: 7.280248e-09\n",
      "numerical: 1.232664 analytic: 1.232664, relative error: 2.542693e-08\n",
      "numerical: 1.706167 analytic: 1.706167, relative error: 3.109060e-08\n",
      "检验加入权重衰减项后的softmax_loss_naive梯度：\n",
      "numerical: -0.176439 analytic: -0.176439, relative error: 3.089932e-07\n",
      "numerical: -3.940286 analytic: -3.940286, relative error: 7.815151e-09\n",
      "numerical: -1.458173 analytic: -1.458173, relative error: 3.271034e-09\n",
      "numerical: -0.478771 analytic: -0.478771, relative error: 9.152370e-09\n",
      "numerical: -0.668009 analytic: -0.668009, relative error: 1.134638e-07\n",
      "numerical: -1.660221 analytic: -1.660221, relative error: 1.547873e-08\n",
      "numerical: 1.744188 analytic: 1.744188, relative error: 2.014491e-08\n",
      "numerical: -0.485254 analytic: -0.485254, relative error: 5.129877e-08\n",
      "numerical: -2.515499 analytic: -2.515499, relative error: 2.575850e-09\n",
      "numerical: 2.403642 analytic: 2.403642, relative error: 1.413098e-08\n"
     ]
    }
   ],
   "source": [
    "# 使用数值梯度检验你已实现的softmax_loss_naive\n",
    "# 你实现的梯度应该要接近于数值梯度\n",
    "from utils.gradient_check import grad_check_sparse\n",
    "loss, grad = softmax_loss_naive(W, X_sample, y_sample, 0.0)\n",
    "\n",
    "print('检验无权重衰减的softmax_loss_naive梯度：')\n",
    "f = lambda w: softmax_loss_naive(w, X_sample, y_sample, 0.0)[0]\n",
    "grad_numerical = grad_check_sparse(f, W, grad, 10)\n",
    "\n",
    "print('检验加入权重衰减项后的softmax_loss_naive梯度：')\n",
    "loss, grad = softmax_loss_naive(W, X_sample, y_sample, 1e2)\n",
    "f = lambda w: softmax_loss_naive(w, X_sample, y_sample, 1e2)[0]\n",
    "grad_numerical = grad_check_sparse(f, W, grad, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd48dd48",
   "metadata": {},
   "source": [
    "## 3. 使用向量化表达计算损失函数以及梯度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d8309603",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "显式循环版loss: 2.322683e+00   花费时间 0.101504s\n",
      "向量化版本 loss: 2.322683e+00    花费时间 0.001956s\n",
      "损失误差: 0.000000\n",
      "梯度误差: 0.000000\n"
     ]
    }
   ],
   "source": [
    "# 现在我们将实现向量化的softmax损失及其梯度计算\n",
    "# 打开softmax_loss_vectorized函数并完成相应任务，运行该段代码\n",
    "# 向量化版本应该和显式循环版本相同，但前者的计算效率应该快速得很多\n",
    "tic = time.time()\n",
    "loss_naive, grad_naive = softmax_loss_naive(W, X_sample, y_sample, 0.00001)\n",
    "toc = time.time()\n",
    "print('显式循环版loss: %e   花费时间 %fs' % (loss_naive, toc - tic))\n",
    "\n",
    "from classifiers.chapter2.softmax_loss import softmax_loss_vectorized\n",
    "tic = time.time()\n",
    "loss_vectorized, grad_vectorized = softmax_loss_vectorized(W, X_sample, y_sample, 0.00001)\n",
    "toc = time.time()\n",
    "print('向量化版本 loss: %e    花费时间 %fs' % (loss_vectorized, toc - tic))\n",
    "\n",
    "# 比较结果\n",
    "grad_difference = np.linalg.norm(grad_naive - grad_vectorized, ord='fro')\n",
    "print('损失误差: %f' % np.abs(loss_naive - loss_vectorized))\n",
    "print('梯度误差: %f' % grad_difference)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55df1562",
   "metadata": {},
   "source": [
    "## 4.最小批量梯度下降算法 训练softmax分类器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "204f5ec5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "迭代次数 0 / 3500: loss 777.592212\n",
      "迭代次数 500 / 3500: loss 7.042712\n",
      "迭代次数 1000 / 3500: loss 1.952050\n",
      "迭代次数 1500 / 3500: loss 1.920996\n",
      "迭代次数 2000 / 3500: loss 1.897792\n",
      "迭代次数 2500 / 3500: loss 1.923868\n",
      "迭代次数 3000 / 3500: loss 1.904769\n",
      "花费时间 11.818226s\n"
     ]
    }
   ],
   "source": [
    "# 打开softmax.trian()完成随机梯度下降任务，然后执行该段代码\n",
    "from classifiers.chapter2.softmax import *\n",
    "softmax = Softmax()\n",
    "tic = time.time()\n",
    "loss_hist = softmax.train(X_sample, y_sample, learning_rate=1e-7, reg=5e4,\n",
    "                      num_iters=3500, verbose=True)\n",
    "toc = time.time()\n",
    "print('花费时间 %fs' % (toc - tic))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e3e53645",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RMkmSNDsGshlaVJxledhAJkmSZslANkPtbcGibm+fJEmSZs9ANgu1+1k6QiZJkmbHQDYL3mBckiQ1g4FsFgZ6Oh0hkyRJs2YgmwWnLCVJUjMYyGahNkLmlKUkSZodA9ksDPR0cPSUI2SSJGl2DGSzMNDT4XXIJEnSrBnIZmFxTyenh0c5NTxSdSmSJKmFGchmwRuMS5KkZjCQzcLi4n6Wh0+4sF+SJM2cgWwWlvTWAtkhA5kkSZoFA9ksLC4C2UEDmSRJmgUD2Sws7XPKUpIkzZ6BbBacspQkSc1gIJuFsUB28LiBTJIkzZyBbBY629vo62p3hEySJM2KgWyWlvZ2GsgkSdKsGMhmabGBTJIkzZKBbJaW9HZyyDVkkiRpFqYMZBGxOiJ+LyL+snh+RUR8uPzSWsPSPkfIJEnS7DQyQvYJ4AvAxcXzJ4GPlFRPy1nilKUkSZqlRgLZisy8BxgFyMxhYKTUqlrIkt5ODp44XXUZkiSphTUSyI5FxHIgASLiHcChUqtqIUt6Ozk5NMqpYTOqJEmamY4G9vkl4D7gtRHxVWAl8KOlVtVClvR1AbWr9a8aaK+4GkmS1IqmDGSZ+UhE/D3gDUAA2zPTRVOFsav1Hz4xxKqBnoqrkSRJrWjKQBYR/+ScprdGBJn5hyXV1FK8fZIkSZqtRqYs31633QNcBzwCGMioXakfvMG4JEmauUamLH+u/nlELAH+qLSKWswSA5kkSZqlmVyp/ziwodmFtCqnLCVJ0mw1sobsf1Jc8oJagLsCuKfMolrJYkfIJEnSLDWyhuzX67aHgecyc3dJ9bSc9rZgoKfDQCZJkmaskTVkX56LQlrZkt5ODhvIJEnSDE0YyCLiCGemKs/6FpCZubi0qlpM7fZJBjJJkjQzEwayzByYy0Ja2dI+bzAuSZJmruGzLCNiVURcMvY1jePaI+IbEfFnxfNlEXF/RDxVPA7W7Xt7ROyIiO0R8f7p/SjVWdJrIJMkSTM3ZSCLiA9GxFPATuDLwLPAX07jPX4BeKLu+W3AlszcAGwpnhMRVwCbgCuBG4A7I6Ilbg65pLfTy15IkqQZa2SE7P8G3gE8mZmXUbtS/1cbefGIWAf8A+B365pvBDYX25uBm+ra787MU5m5E9gBXNvI+1RtcbGoP3O8JXeSJEmTaySQDWXmAaAtItoy80vA1Q2+/m8CvwyM1rWtzswXAYrHVUX7WmBX3X67i7Z5b2lvF6dHRjk5NDr1zpIkSedoJJAdjIhFwIPAJyPi49SuRzapiPhBYF9mPtxgLTFO23lDThFxS0RsjYit+/fvb/Cly+XtkyRJ0mw0EshupHa7pF8EPg88DfxQA8e9C/hgRDwL3A28NyL+GNgbEWsAisd9xf67gfV1x68D9pz7opl5V2ZuzMyNK1eubKCM8r16+6QTpyuuRJIktaJGAtktwMWZOZyZmzPzt4opzEll5u2ZuS4zL6W2WP9/ZeZPAfcBNxe73QzcW2zfB2yKiO6IuIza/TIfmubPU4lXR8hc2C9JkmagkVsnLQa+EBEvUxvp+kxm7p3Fe34MuCciPgw8D3wIIDO3RcQ9wOPUpkRvzcyRWbzPnFna55SlJEmauUZunfRR4KMR8Wbgx4EvR8TuzHxfo2+SmQ8ADxTbB6idqTnefncAdzT6uvPFmSlLA5kkSZq+hi8MS22t13eAA5w5M1LAkj6nLCVJ0sw1cmHYn4mIB6hdxHUF8M8z881lF9ZKBro7aG8LXjnuon5JkjR9jawhew3wkcx8tORaWlZEMNjXxSuOkEmSpBloZA3ZbXNRSKsb7OvklWOOkEmSpOmbzhoyTWKwv8spS0mSNCMGsiYZ7Os0kEmSpBlpZFF/f0S0Fduvj4gPRkRn+aW1lmX9riGTJEkz08gI2YNAT0SspXam5U8DnyizqFa0tK+LV46dJvO8229KkiRNqpFAFpl5HPgR4L9k5g8DV5RbVutZ1tfF8Ghy5NSU912XJEk6S0OBLCLeCfwk8OdFWyOXy1hQBvu7ADh4zGlLSZI0PY0Eso8AtwOfK+43eTnwpVKrakGDxdX6X3ZhvyRJmqZGrkP2ZeDLAMXi/pcy8+fLLqzVjI2QeaalJEmarkbOsvxURCyOiH7gcWB7RPyb8ktrLYN9RSDz4rCSJGmaGpmyvCIzDwM3AX8BXAL84zKLakXLikD2soFMkiRNUyOBrLO47thNwL2ZOQR4bYdzDPR00BZw0GuRSZKkaWokkP0O8CzQDzwYEa8BDpdZVCtqa6vdYNxF/ZIkaboaWdT/W8Bv1TU9FxF/v7ySWtdgfxcHDWSSJGmaGlnUvyQifiMithZf/5naaJnOMdjX6RoySZI0bY1MWf4+cAT4seLrMPAHZRbVqgb7unjFC8NKkqRpauSK+6/NzH9Y9/yjEfFoSfW0tGX9XXxj18Gqy5AkSS2mkRGyExHxvWNPIuJdwInySmpdyxfVbjA+OupJqJIkqXGNjJD9S+API2JJ8fwV4ObySmpdy/u7GR5NDp0YevXK/ZIkSVOZcoQsM7+ZmW8B3gy8OTOvAd5bemUtaPmiWgg7cOxUxZVIkqRW0siUJQCZebi4Yj/AL5VUT0tbsagbgJeOeqalJElqXMOB7BzR1CouEK+OkBnIJEnSNMw0kLlqfRzL+2sjZE5ZSpKk6ZhwUX9EHGH84BVAb2kVtbBl/V1EOGUpSZKmZ8JAlpkDc1nIhaC9LVjW18WBo46QSZKkxs10ylITWL6oi5cMZJIkaRoMZE22vL/bRf2SJGlaDGRNtnxRFwe8wbgkSZoGA1mTrVjU7ZSlJEmaFgNZk61Y1MWRk8OcGh6puhRJktQiDGRNtry4Wv/LTltKkqQGGciabHm/V+uXJEnTYyBrsrERsv2uI5MkSQ0ykDXZCu9nKUmSpslA1mRjI2RerV+SJDXKQNZk/V3t9HS2eS0ySZLUMANZk0UEy/u9FpkkSWqcgawEKxZ1uYZMkiQ1zEBWguWLujlwzBEySZLUmNICWUT0RMRDEfHNiNgWER8t2pdFxP0R8VTxOFh3zO0RsSMitkfE+8uqrWzL+7t46YgjZJIkqTFljpCdAt6bmW8BrgZuiIh3ALcBWzJzA7CleE5EXAFsAq4EbgDujIj2EusrzcqB2hqy0dGsuhRJktQCSgtkWXO0eNpZfCVwI7C5aN8M3FRs3wjcnZmnMnMnsAO4tqz6yrR6cQ/Do8nLxx0lkyRJUyt1DVlEtEfEo8A+4P7M/BqwOjNfBCgeVxW7rwV21R2+u2hrOasX165FtvfwyYorkSRJraDUQJaZI5l5NbAOuDYirppk9xjvJc7bKeKWiNgaEVv379/fpEqba9XiHgD2HXZhvyRJmtqcnGWZmQeBB6itDdsbEWsAisd9xW67gfV1h60D9ozzWndl5sbM3Lhy5coyy56xVQO1EbJ9RxwhkyRJUyvzLMuVEbG02O4F3gf8HXAfcHOx283AvcX2fcCmiOiOiMuADcBDZdVXppUDY1OWjpBJkqSpdZT42muAzcWZkm3APZn5ZxHxN8A9EfFh4HngQwCZuS0i7gEeB4aBWzNzpMT6StPd0c6y/i7XkEmSpIaUFsgy81vANeO0HwCum+CYO4A7yqppLq0a6HaETJIkNcQr9Zdk9eIe15BJkqSGGMhKsmqg27MsJUlSQwxkJVm9uIf9R08x4tX6JUnSFAxkJVm9uJuR0fQm45IkaUoGspJ4cVhJktQoA1lJVheBzEtfSJKkqRjISrLKi8NKkqQGGchKstLbJ0mSpAYZyErS2d7GikVdjpBJkqQpGchKtGqgh32uIZMkSVMwkJVo9eJu9jplKUmSpmAgK9GqgR6nLCVJ0pQMZCVavbibA0dPMTwyWnUpkiRpHjOQlWjV4h5GEw4cO111KZIkaR4zkJVo7OKw3znkOjJJkjQxA1mJLioC2YsGMkmSNAkDWYnWLB0LZCcqrkSSJM1nBrISLe/voqujzREySZI0KQNZiSKCNUt62HPQETJJkjQxA1nJLl7S6wiZJEmalIGsZGuW9vCiI2SSJGkSBrKSXbykl71HTjEymlWXIkmS5ikDWcnWLO1hZDTZ5z0tJUnSBAxkJbt4SS8Aew4ayCRJ0vgMZCXzWmSSJGkqBrKSrXl1hMxAJkmSxmcgK9ning4WdXc4ZSlJkiZkICtZRLBusJddLx+vuhRJkjRPGcjmwPplfex6xUAmSZLGZyCbA+sH+9j18gkyvRaZJEk6n4FsDqxf1suJoREOHDtddSmSJGkeMpDNgfWDfQCuI5MkSeMykM2B9ctqgex5A5kkSRqHgWwOrF9WuxbZ7le8FpkkSTqfgWwO9HV1sGJRl1OWkiRpXAayObJu0EtfSJKk8RnI5sj6ZbVLX0iSJJ3LQDZH1g/28sLBEwyPjFZdiiRJmmcMZHNk/bI+RkaTFw95T0tJknQ2A9kcefVaZK4jkyRJ5zCQzZFLimuR7XYdmSRJOoeBbI6sWdpDWzhCJkmSzldaIIuI9RHxpYh4IiK2RcQvFO3LIuL+iHiqeBysO+b2iNgREdsj4v1l1VaFzvY21izp9Wr9kiTpPGWOkA0D/yoz3wS8A7g1Iq4AbgO2ZOYGYEvxnOJ7m4ArgRuAOyOivcT65tz6Zb1eHFaSJJ2ntECWmS9m5iPF9hHgCWAtcCOwudhtM3BTsX0jcHdmnsrMncAO4Nqy6qvCJcv6HCGTJEnnmZM1ZBFxKXAN8DVgdWa+CLXQBqwqdlsL7Ko7bHfRdsG4bMUiXjp6msMnh6ouRZIkzSOlB7KIWAT8KfCRzDw82a7jtOU4r3dLRGyNiK379+9vVplz4rIV/QDs3H+s4kokSdJ8Umogi4hOamHsk5n52aJ5b0SsKb6/BthXtO8G1tcdvg7Yc+5rZuZdmbkxMzeuXLmyvOJL8NqVRSB7yUAmSZLOKPMsywB+D3giM3+j7lv3ATcX2zcD99a1b4qI7oi4DNgAPFRWfVW4ZHkfEfCMgUySJNXpKPG13wX8Y+DbEfFo0fZvgY8B90TEh4HngQ8BZOa2iLgHeJzaGZq3ZuZIifXNue6OdtYN9jpCJkmSzlJaIMvMrzD+ujCA6yY45g7gjrJqmg8uW7GInS8drboMSZI0j3il/jl2+Yp+du4/RuZ55ytIkqQFykA2xy5b0c+x0yPsP3Kq6lIkSdI8YSCbY5cXZ1o+7aUvJElSwUA2x169FpkL+yVJUsFANscuXtJLV0cbz+x3Yb8kSaoxkM2xtrbg8hX97DCQSZKkgoGsAm+4aICn9hrIJElSjYGsAq9fPcALB09wxJuMS5IkDGSV2LBqEQBP7XOUTJIkGcgq8YaLBgB4au+RiiuRJEnzgYGsAusH++jpbONJ15FJkiQMZJVoaws2rBrgSUfIJEkSBrLKbFi9yEAmSZIAA1ll3rB6gL2HT3HouGdaSpK00BnIKvL61bWF/U/uc5RMkqSFzkBWkdcXZ1o6bSlJkgxkFbl4SQ+Lujt48jsGMkmSFjoDWUUigjdcNMATLxrIJEla6AxkFbrq4sVs23OI0dGsuhRJklQhA1mFrly7hGOnR3j2wLGqS5EkSRUykFXoqouXALBtz+GKK5EkSVUykFVow+pFdLW38dieQ1WXIkmSKmQgq1BnextvuGiAbS84QiZJ0kJmIKvYVWsX89ieQ2S6sF+SpIXKQFaxKy9ewsHjQ7xw8ETVpUiSpIoYyCp21drawv7HnLaUJGnBMpBV7I0XDdDeFjz2ggv7JUlaqAxkFevpbOeNFw3wjV2vVF2KJEmqiIFsHrjmkqV8c9chRrxivyRJC5KBbB546yWDHD01zI59R6suRZIkVcBANg9cc8kgAI8877SlJEkLkYFsHrh0eR/L+rv4hoFMkqQFyUA2D0QE16xfyiPPH6y6FEmSVAED2TxxzSVL2bHvKIdODFVdiiRJmmMGsnnira4jkyRpwTKQzRPXXDJIZ3vwt88cqLoUSZI0xwxk80RvVzvXrB/kb542kEmStNAYyOaRd7x2OY+9cIjDJ11HJknSQmIgm0e+57XLGU146JmXqy5FkiTNIQPZPHLNJUvp7mjjb1xHJknSgmIgm0e6O9p522sG+WvXkUmStKAYyOaZd16+nCdePMwrx05XXYokSZojpQWyiPj9iNgXEY/VtS2LiPsj4qnicbDue7dHxI6I2B4R7y+rrvnuna9dDsDXdjpKJknSQlHmCNkngBvOabsN2JKZG4AtxXMi4gpgE3BlccydEdFeYm3z1pvXLaW3s91pS0mSFpDSAllmPgice7rgjcDmYnszcFNd+92ZeSozdwI7gGvLqm0+6+po47svX8aDT+4nM6suR5IkzYG5XkO2OjNfBCgeVxXta4FddfvtLtoWpOvetJpnDxzn6f3Hqi5FkiTNgfmyqD/GaRt3eCgibomIrRGxdf/+/SWXVY3r3ljLqX/1xN6KK5EkSXNhrgPZ3ohYA1A87ivadwPr6/ZbB+wZ7wUy867M3JiZG1euXFlqsVW5eGkvV168mC0GMkmSFoS5DmT3ATcX2zcD99a1b4qI7oi4DNgAPDTHtc0r171pNQ8/9woHjp6quhRJklSyMi978Wngb4A3RMTuiPgw8DHg+oh4Cri+eE5mbgPuAR4HPg/cmpkjZdXWCq5/02pGE760/cKclpUkSWd0lPXCmfkTE3zrugn2vwO4o6x6Ws1VaxezenE3W57Yy4++bV3V5UiSpBLNl0X9OkdEcN2bVvPgk/s5NbygBwslSbrgGcjmseuvWM2x0yM84LSlJEkXNAPZPPbu161g5UA3f7J1d9WlSJKkEhnI5rGO9jZ+5Jq1fGn7PvYf8WxLSZIuVAayee5DG9cxMpr8j2+8UHUpkiSpJAayee51qwa4ev1S/uThXd7bUpKkC5SBrAV8aOM6ntx7lG/tPlR1KZIkqQQGshbwQ2+5mO6ONv7k4V1T7yxJklqOgawFLO7p5IarLuLeR/dwcshrkkmSdKExkLWID71tPUdODvOFbd+puhRJktRkBrIW8T2vXc7apb185mGvSSZJ0oXGQNYi2tqCf/i2dXxlx0vsfuV41eVIkqQmMpC1kB/buI62CDb/9bNVlyJJkprIQNZC1g328YNvXsOnvvY8h44PVV2OJElqEgNZi7nlPZdz7PQIf/y156ouRZIkNYmBrMVcefES3vP6lfzBV3dy/PRw1eVIkqQmMJC1oJ9/7+t46ehp/uCrz1ZdiiRJagIDWQvaeOky3vemVfy3Lz/NweOnqy5HkiTNkoGsRf2b97+Ro6eG+e0Hnq66FEmSNEsGshb1hosG+JFr1vGJv36WPQdPVF2OJEmaBQNZC/vF6zcQAb9y7zYys+pyJEnSDBnIWti6wT5+6frX81dP7OUvH/Mel5IktSoDWYv7p++6jKvWLuZX7t3mxWIlSWpRBrIW19Hexsd+5M28cvw0/89fPFF1OZIkaQYMZBeAq9Yu4Z+/+3L++9ZdbHlib9XlSJKkaTKQXSA+8r4NXLV2Mb/43x/l+QPHqy5HkiRNg4HsAtHT2c5v/+TbAPiZTz7MyaGRiiuSJEmNMpBdQNYv6+M3N13Ntj2Huf2z3/ZSGJIktQgD2QXmvW9czb+6/vV87hsv8J++sL3qciRJUgM6qi5Azfez730d3zl8kt9+4GmW93fxz959edUlSZKkSRjILkARwX+48SpeOX6aX/vz2qUwDGWSJM1fBrILVHtb8PFN1xA8yq/9+RPsP3KKX77hjbS3RdWlSZKkcxjILmCd7W18fNPVDPZ38jsPPsP2vUf4+KZrWNLbWXVpkiSpjov6L3Ad7W382k3fxR0/fBVfeeolfvjOr/LM/qNVlyVJkuoYyBaIn/zu1/DJf/bdHDw+xA/+l6/wia/uZGTUy2JIkjQfGMgWkO++fDl/9nPfy9svXcav/s/H+dH/9tc8ufdI1WVJkrTgGcgWmIuX9vKJn347v/njV/PsS8f4B7/1v/nV+7bxnUMnqy5NkqQFy0X9C1BEcNM1a3n3hhX8+he388d/+xyfeuh5fuLt6/mZ73sdFy3pqbpESZIWlGjl2+ts3Lgxt27dWnUZLW/Xy8e584Ed/MnW3bRF8IHvuogf27ied1y+nDYvkyFJUlNExMOZuXHc7xnINGbXy8f53f/9DJ995AWOnBpmzZIebrx6LddfsZqr1y/1GmaSJM2CgUzTcuL0CPc/sZfPPbKbB596iZHRZGlfJ3/v9St51+tW8NZLBrl8Rb+jZ5IkTYOBTDN26PgQDz61ny9t38eXt+/nwLHTACzp7eSaS5ZyzfpBrrh4MW+8aICLl/Y6iiZJ0gQmC2TzblF/RNwAfBxoB343Mz9WcUkL2pK+Tn7oLRfzQ2+5mNHR5JmXjvLIcwd5+LlXeOT5V3hg+/5X9+1qb2P9sl4uW9HPpcv7WbW4m2X93Szr72RZfzfL+7sY7O+iv6udCIObJElj5tUIWUS0A08C1wO7ga8DP5GZj4+3vyNk1Tt6apjt3znCU3uPsPPAMZ596RjPvnScZw8c49Tw6LjHdHW0sayvi2X9XSxf1MVgsb2sv4vBvk56OtvrvtroLba7O9ro7minq6ONzvago62Njvagoz3obGtzClWSNK+10gjZtcCOzHwGICLuBm4Exg1kqt6i7g7e9ppB3vaawbPaM5Ojp4Z5+djpV78OHDvNK3XPXz52mpePn+b5l4/z8tHTHDk1PKta2qJ2q6iOtqA9gvb24rGt9tUWQVsbBLXgFgFjES4iXt1mgvba/meOZaJ9Yuxlom77zEEBZ7XHuO1niqhvb5tgZHG0+MOqo62N4dHRV/cbax97Pvb3V5LU/y3W3hZk1vbPPPvnGM+Z1zlf/WFn/TzF89HMV/umfnu8vw3PrWGsvum+b457xJnvj2e8Yyb7+3XsW+f+dyxzMLi+/0ZGc8LPh2Zuos/OdNR/zprxejPV0dZ23h1axuoZ+2zX/1sc73feRB+xzOKreL3J/m2d+97nvs54Imr3Zx77nVb/fs0aV7r6kqXc/gNvas6LzcB8C2RrgV11z3cD311RLZqFiGCgp5OBnk5es7y/oWNOD49y6MQQJ4dGiq9RTry6PcKp4VFODY9yeniU4dFRhkaS4ZFRhkeToZFRhkdqjyOjyUgmo6PJ8GgyMpqMZjIySt0/5jO/Cur/B1/fTp79y2q8MJPU/wI5tz3P26e+HSZ4zXPfd2y/hOEcPe8XYuaZwHV8eJiOtjaGcpTgTHv9cVGX9KKo6fRwEeKKIHb2z1X/ZpwdFDn7F3T9MfV1Fz/hq++fjNbVUvvvU//Lf+yI8X7OsSA9nfetD7hn7TjWz2P7nKuxpvpuqb3/aK0hc/xR4uZKRrMWqodHRxv6H6GmaTZdeu7ncLavN4s6jg8P094WZ/2hcu4ff6OjZ+qrfXzP/NudKPiMff7HfofU/9s6633G0+C/sdFRODo8XPsdULS9+n4THNNq5lsgm+h33ZkdIm4BbgG45JJL5qImzZGujjZWDnRXXYYkSXNuvt06aTewvu75OmBP/Q6ZeVdmbszMjStXrpzT4iRJksow3wLZ14ENEXFZRHQBm4D7Kq5JkiSpVPNqyjIzhyPiZ4EvULvsxe9n5raKy5IkSSrVvApkAJn5F8BfVF2HJEnSXJlvU5aSJEkLjoFMkiSpYgYySZKkihnIJEmSKmYgkyRJqpiBTJIkqWIGMkmSpIoZyCRJkipmIJMkSaqYgUySJKliBjJJkqSKGcgkSZIqZiCTJEmqmIFMkiSpYpGZVdcwYxGxH3huDt5qBfDSHLxPq7J/pmYfTc7+mZp9NDn7Z2r20eTmon9ek5krx/tGSweyuRIRWzNzY9V1zFf2z9Tso8nZP1OzjyZn/0zNPppc1f3jlKUkSVLFDGSSJEkVM5A15q6qC5jn7J+p2UeTs3+mZh9Nzv6Zmn00uUr7xzVkkiRJFXOETJIkqWIGsklExA0RsT0idkTEbVXXU5WIeDYivh0Rj0bE1qJtWUTcHxFPFY+DdfvfXvTZ9oh4f3WVlycifj8i9kXEY3Vt0+6TiHhb0bc7IuK3IiLm+mcpywR99KsR8ULxWXo0Ij5Q970F1UcRsT4ivhQRT0TEtoj4haLdzxGT9o+foUJE9ETEQxHxzaKPPlq0+xli0v6Zn5+hzPRrnC+gHXgauBzoAr4JXFF1XRX1xbPAinPa/hNwW7F9G/Afi+0rir7qBi4r+rC96p+hhD55D/BW4LHZ9AnwEPBOIIC/BH6g6p+t5D76VeBfj7PvgusjYA3w1mJ7AHiy6Ac/R5P3j5+hMz9zAIuK7U7ga8A7/AxN2T/z8jPkCNnErgV2ZOYzmXkauBu4seKa5pMbgc3F9mbgprr2uzPzVGbuBHZQ68sLSmY+CLx8TvO0+iQi1gCLM/NvsvYv/g/rjml5E/TRRBZcH2Xmi5n5SLF9BHgCWIufI2DS/pnIguofgKw5WjztLL4SP0PApP0zkUr7x0A2sbXArrrnu5n8l8GFLIEvRsTDEXFL0bY6M1+E2i9OYFXRvpD7bbp9srbYPrf9QvezEfGtYkpzbCplQfdRRFwKXEPtL3g/R+c4p3/Az9CrIqI9Ih4F9gH3Z6afoToT9A/Mw8+QgWxi480PL9RTUt+VmW8FfgC4NSLeM8m+9tv5JuqThdhXvw28FrgaeBH4z0X7gu2jiFgE/Cnwkcw8PNmu47Rd8H00Tv/4GaqTmSOZeTWwjtpozlWT7L7g+miC/pmXnyED2cR2A+vrnq8D9lRUS6Uyc0/xuA/4HLUpyL3FMC7F475i94Xcb9Ptk93F9rntF6zM3Fv8ghwF/j/OTGcvyD6KiE5qYeOTmfnZotnPUWG8/vEzNL7MPAg8ANyAn6Hz1PfPfP0MGcgm9nVgQ0RcFhFdwCbgvoprmnMR0R8RA2PbwPcDj1Hri5uL3W4G7i227wM2RUR3RFwGbKC2GHIhmFafFFMJRyLiHcUZO/+k7pgL0tj/JAo/TO2zBAuwj4qf5/eAJzLzN+q+5eeIifvHz9AZEbEyIpYW273A+4C/w88QMHH/zNvPULPPEriQvoAPUDuz52ng31VdT0V9cDm1s06+CWwb6wdgObAFeKp4XFZ3zL8r+mw7F8CZOhP0y6epDXUPUfvr6cMz6RNgI7VfBk8D/5XiYs0XwtcEffRHwLeBb1H75bdmofYR8L3Upj2+BTxafH3Az9GU/eNn6MzP9WbgG0VfPAb8StHuZ2jy/pmXnyGv1C9JklQxpywlSZIqZiCTJEmqmIFMkiSpYgYySZKkihnIJEmSKmYgkzSnIuJo8XhpRPyjJr/2vz3n+V838/WbLSL+j4j4r1XXIal6BjJJVbkUmFYgi4j2KXY5K5Bl5vdMs6aW0kB/SGoRBjJJVfkY8O6IeDQifrG4CfD/GxFfL276+y8AIuL7IuJLEfEpahdzJCL+R3Gz+21jN7yPiI8BvcXrfbJoGxuNi+K1H4uIb0fEj9e99gMR8ZmI+LuI+GRxJe6zFPv8x4h4KCKejIh3F+1njXBFxJ9FxPeNvXdxzMMR8VcRcW3xOs9ExAfrXn59RHw+IrZHxL+ve62fKt7v0Yj4nbHwVbzuf4iIrwHvbNJ/C0kV66i6AEkL1m3Av87MHwQogtWhzHx7RHQDX42ILxb7XgtclZk7i+f/NDNfLm6H8vWI+NPMvC0ifjZrNxI+149Qu5HwW4AVxTEPFt+7BriS2r3pvgq8C/jKOK/RkZnXRsQHgH9P7TYsk+kHHsjM/zMiPgf8GnA9cAWwmTO3YrsWuAo4XtT158Ax4MeBd2XmUETcCfwk8IfF6z6Wmb8yxftLaiEGMknzxfcDb46IHy2eL6F2L7nT1O4nt7Nu35+PiB8uttcX+x2Y5LW/F/h0Zo5Qu/Hyl4G3A4eL194NEBGPUptKHS+Qjd38++Fin6mcBj5fbH8bOFWEq2+fc/z9mXmgeP/PFrUOA2+jFtAAejlzg+gRajfclnQBMZBJmi8C+LnM/MJZjbUpwGPnPH8f8M7MPB4RDwA9Dbz2RE7VbY8w8e/FU+PsM8zZSz/q6xjKM/emGx07PjNHI6L+Pc69f10W9W7OzNvHqeNkESwlXUBcQyapKkeAgbrnXwB+JiI6ASLi9RHRP85xS4BXijD2RuAddd8bGjv+HA8CP16sU1sJvAd4qAk/w7PA1RHRFhHrqU0/Ttf1EbGsmH69idq06RbgRyNiFUDx/dc0oV5J85QjZJKq8i1gOCK+CXwC+Di1qbxHioX1+6kFlHN9HviXEfEtYDvwt3Xfuwv4VkQ8kpk/Wdf+OWoL4L9JbQTqlzPzO0Wgm42vAjupTUk+Bjwyg9f4CvBHwOuAT2XmVoCI+L+AL0ZEGzAE3Ao8N8t6Jc1TcWZEXZIkSVVwylKSJKliBjJJkqSKGcgkSZIqZiCTJEmqmIFMkiSpYgYySZKkihnIJEmSKmYgkyRJqtj/D2ejmqMN0JINAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 查看损失值的变化情况\n",
    "plt.plot(loss_hist)\n",
    "plt.xlabel('Iteration number')\n",
    "plt.ylabel('Loss value')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6f199e55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(250,)\n",
      "训练数据量：250.000000    训练正确率: 0.576000\n",
      "验证数据量：100.000000    验证正确率: 0.240000\n"
     ]
    }
   ],
   "source": [
    "# 测试训练集，验证集的精度\n",
    "y_train_pred = softmax.predict(X_sample)\n",
    "print(y_train_pred.shape)\n",
    "print('训练数据量：%f    训练正确率: %f' % (X_sample.shape[0],np.mean(y_sample == y_train_pred), ))\n",
    "y_val_pred = softmax.predict(X_val)\n",
    "print('验证数据量：%f    验证正确率: %f' % (X_val.shape[0],np.mean(y_val == y_val_pred), ))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6314e8bc",
   "metadata": {},
   "source": [
    "## 5.使用验证数据选择超参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d4809554",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:111: RuntimeWarning: divide by zero encountered in log\n",
      "  loss += -np.sum(y_trueClass*np.log(prob))/num_train+0.5*reg*np.sum(W*W)\n",
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:111: RuntimeWarning: invalid value encountered in multiply\n",
      "  loss += -np.sum(y_trueClass*np.log(prob))/num_train+0.5*reg*np.sum(W*W)\n",
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:111: RuntimeWarning: overflow encountered in double_scalars\n",
      "  loss += -np.sum(y_trueClass*np.log(prob))/num_train+0.5*reg*np.sum(W*W)\n",
      "D:\\ProgrammingTools\\anaconda\\lib\\site-packages\\numpy\\core\\fromnumeric.py:87: RuntimeWarning: overflow encountered in reduce\n",
      "  return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n",
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:111: RuntimeWarning: overflow encountered in multiply\n",
      "  loss += -np.sum(y_trueClass*np.log(prob))/num_train+0.5*reg*np.sum(W*W)\n",
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:100: RuntimeWarning: overflow encountered in subtract\n",
      "  scores = s-np.max(s, axis=1, keepdims=True)\n",
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:100: RuntimeWarning: invalid value encountered in subtract\n",
      "  scores = s-np.max(s, axis=1, keepdims=True)\n",
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:113: RuntimeWarning: overflow encountered in multiply\n",
      "  dW += -np.dot(X.T, y_trueClass-prob)/num_train+reg*W\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lr 1.000000e-09 reg 1.000000e+00 训练精度: 0.152000 验证精度: 0.120000\n",
      "lr 1.000000e-09 reg 3.593814e+00 训练精度: 0.064000 验证精度: 0.090000\n",
      "lr 1.000000e-09 reg 1.291550e+01 训练精度: 0.116000 验证精度: 0.170000\n",
      "lr 1.000000e-09 reg 4.641589e+01 训练精度: 0.048000 验证精度: 0.080000\n",
      "lr 1.000000e-09 reg 1.668101e+02 训练精度: 0.104000 验证精度: 0.150000\n",
      "lr 1.000000e-09 reg 5.994843e+02 训练精度: 0.148000 验证精度: 0.100000\n",
      "lr 1.000000e-09 reg 2.154435e+03 训练精度: 0.096000 验证精度: 0.090000\n",
      "lr 1.000000e-09 reg 7.742637e+03 训练精度: 0.112000 验证精度: 0.140000\n",
      "lr 1.000000e-09 reg 2.782559e+04 训练精度: 0.064000 验证精度: 0.100000\n",
      "lr 1.000000e-09 reg 1.000000e+05 训练精度: 0.108000 验证精度: 0.070000\n",
      "lr 1.000000e-08 reg 1.000000e+00 训练精度: 0.108000 验证精度: 0.060000\n",
      "lr 1.000000e-08 reg 3.593814e+00 训练精度: 0.104000 验证精度: 0.160000\n",
      "lr 1.000000e-08 reg 1.291550e+01 训练精度: 0.092000 验证精度: 0.110000\n",
      "lr 1.000000e-08 reg 4.641589e+01 训练精度: 0.080000 验证精度: 0.090000\n",
      "lr 1.000000e-08 reg 1.668101e+02 训练精度: 0.136000 验证精度: 0.090000\n",
      "lr 1.000000e-08 reg 5.994843e+02 训练精度: 0.132000 验证精度: 0.080000\n",
      "lr 1.000000e-08 reg 2.154435e+03 训练精度: 0.080000 验证精度: 0.080000\n",
      "lr 1.000000e-08 reg 7.742637e+03 训练精度: 0.148000 验证精度: 0.080000\n",
      "lr 1.000000e-08 reg 2.782559e+04 训练精度: 0.104000 验证精度: 0.080000\n",
      "lr 1.000000e-08 reg 1.000000e+05 训练精度: 0.092000 验证精度: 0.070000\n",
      "lr 1.000000e-07 reg 1.000000e+00 训练精度: 0.216000 验证精度: 0.170000\n",
      "lr 1.000000e-07 reg 3.593814e+00 训练精度: 0.300000 验证精度: 0.120000\n",
      "lr 1.000000e-07 reg 1.291550e+01 训练精度: 0.276000 验证精度: 0.150000\n",
      "lr 1.000000e-07 reg 4.641589e+01 训练精度: 0.304000 验证精度: 0.170000\n",
      "lr 1.000000e-07 reg 1.668101e+02 训练精度: 0.252000 验证精度: 0.180000\n",
      "lr 1.000000e-07 reg 5.994843e+02 训练精度: 0.232000 验证精度: 0.170000\n",
      "lr 1.000000e-07 reg 2.154435e+03 训练精度: 0.224000 验证精度: 0.140000\n",
      "lr 1.000000e-07 reg 7.742637e+03 训练精度: 0.256000 验证精度: 0.130000\n",
      "lr 1.000000e-07 reg 2.782559e+04 训练精度: 0.376000 验证精度: 0.240000\n",
      "lr 1.000000e-07 reg 1.000000e+05 训练精度: 0.500000 验证精度: 0.210000\n",
      "lr 1.000000e-06 reg 1.000000e+00 训练精度: 0.856000 验证精度: 0.190000\n",
      "lr 1.000000e-06 reg 3.593814e+00 训练精度: 0.872000 验证精度: 0.200000\n",
      "lr 1.000000e-06 reg 1.291550e+01 训练精度: 0.864000 验证精度: 0.170000\n",
      "lr 1.000000e-06 reg 4.641589e+01 训练精度: 0.852000 验证精度: 0.200000\n",
      "lr 1.000000e-06 reg 1.668101e+02 训练精度: 0.828000 验证精度: 0.190000\n",
      "lr 1.000000e-06 reg 5.994843e+02 训练精度: 0.868000 验证精度: 0.240000\n",
      "lr 1.000000e-06 reg 2.154435e+03 训练精度: 0.876000 验证精度: 0.220000\n",
      "lr 1.000000e-06 reg 7.742637e+03 训练精度: 0.808000 验证精度: 0.240000\n",
      "lr 1.000000e-06 reg 2.782559e+04 训练精度: 0.600000 验证精度: 0.200000\n",
      "lr 1.000000e-06 reg 1.000000e+05 训练精度: 0.404000 验证精度: 0.190000\n",
      "lr 1.000000e-05 reg 1.000000e+00 训练精度: 1.000000 验证精度: 0.230000\n",
      "lr 1.000000e-05 reg 3.593814e+00 训练精度: 1.000000 验证精度: 0.170000\n",
      "lr 1.000000e-05 reg 1.291550e+01 训练精度: 1.000000 验证精度: 0.230000\n",
      "lr 1.000000e-05 reg 4.641589e+01 训练精度: 1.000000 验证精度: 0.210000\n",
      "lr 1.000000e-05 reg 1.668101e+02 训练精度: 1.000000 验证精度: 0.200000\n",
      "lr 1.000000e-05 reg 5.994843e+02 训练精度: 0.996000 验证精度: 0.210000\n",
      "lr 1.000000e-05 reg 2.154435e+03 训练精度: 0.644000 验证精度: 0.200000\n",
      "lr 1.000000e-05 reg 7.742637e+03 训练精度: 0.460000 验证精度: 0.210000\n",
      "lr 1.000000e-05 reg 2.782559e+04 训练精度: 0.224000 验证精度: 0.260000\n",
      "lr 1.000000e-05 reg 1.000000e+05 训练精度: 0.140000 验证精度: 0.080000\n",
      "lr 1.000000e-04 reg 1.000000e+00 训练精度: 1.000000 验证精度: 0.160000\n",
      "lr 1.000000e-04 reg 3.593814e+00 训练精度: 1.000000 验证精度: 0.160000\n",
      "lr 1.000000e-04 reg 1.291550e+01 训练精度: 1.000000 验证精度: 0.220000\n",
      "lr 1.000000e-04 reg 4.641589e+01 训练精度: 1.000000 验证精度: 0.210000\n",
      "lr 1.000000e-04 reg 1.668101e+02 训练精度: 0.564000 验证精度: 0.180000\n",
      "lr 1.000000e-04 reg 5.994843e+02 训练精度: 0.492000 验证精度: 0.190000\n",
      "lr 1.000000e-04 reg 2.154435e+03 训练精度: 0.160000 验证精度: 0.150000\n",
      "lr 1.000000e-04 reg 7.742637e+03 训练精度: 0.160000 验证精度: 0.120000\n",
      "lr 1.000000e-04 reg 2.782559e+04 训练精度: 0.052000 验证精度: 0.050000\n",
      "lr 1.000000e-04 reg 1.000000e+05 训练精度: 0.092000 验证精度: 0.110000\n",
      "lr 1.000000e-03 reg 1.000000e+00 训练精度: 1.000000 验证精度: 0.190000\n",
      "lr 1.000000e-03 reg 3.593814e+00 训练精度: 1.000000 验证精度: 0.180000\n",
      "lr 1.000000e-03 reg 1.291550e+01 训练精度: 0.700000 验证精度: 0.200000\n",
      "lr 1.000000e-03 reg 4.641589e+01 训练精度: 0.304000 验证精度: 0.160000\n",
      "lr 1.000000e-03 reg 1.668101e+02 训练精度: 0.216000 验证精度: 0.180000\n",
      "lr 1.000000e-03 reg 5.994843e+02 训练精度: 0.116000 验证精度: 0.130000\n",
      "lr 1.000000e-03 reg 2.154435e+03 训练精度: 0.084000 验证精度: 0.210000\n",
      "lr 1.000000e-03 reg 7.742637e+03 训练精度: 0.104000 验证精度: 0.100000\n",
      "lr 1.000000e-03 reg 2.782559e+04 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-03 reg 1.000000e+05 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-02 reg 1.000000e+00 训练精度: 0.692000 验证精度: 0.190000\n",
      "lr 1.000000e-02 reg 3.593814e+00 训练精度: 0.380000 验证精度: 0.180000\n",
      "lr 1.000000e-02 reg 1.291550e+01 训练精度: 0.340000 验证精度: 0.160000\n",
      "lr 1.000000e-02 reg 4.641589e+01 训练精度: 0.148000 验证精度: 0.090000\n",
      "lr 1.000000e-02 reg 1.668101e+02 训练精度: 0.112000 验证精度: 0.060000\n",
      "lr 1.000000e-02 reg 5.994843e+02 训练精度: 0.076000 验证精度: 0.060000\n",
      "lr 1.000000e-02 reg 2.154435e+03 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-02 reg 7.742637e+03 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-02 reg 2.782559e+04 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-02 reg 1.000000e+05 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-01 reg 1.000000e+00 训练精度: 0.292000 验证精度: 0.200000\n",
      "lr 1.000000e-01 reg 3.593814e+00 训练精度: 0.196000 验证精度: 0.180000\n",
      "lr 1.000000e-01 reg 1.291550e+01 训练精度: 0.124000 验证精度: 0.110000\n",
      "lr 1.000000e-01 reg 4.641589e+01 训练精度: 0.116000 验证精度: 0.170000\n",
      "lr 1.000000e-01 reg 1.668101e+02 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-01 reg 5.994843e+02 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-01 reg 2.154435e+03 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-01 reg 7.742637e+03 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-01 reg 2.782559e+04 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e-01 reg 1.000000e+05 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e+00 reg 1.000000e+00 训练精度: 0.108000 验证精度: 0.200000\n",
      "lr 1.000000e+00 reg 3.593814e+00 训练精度: 0.108000 验证精度: 0.050000\n",
      "lr 1.000000e+00 reg 1.291550e+01 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e+00 reg 4.641589e+01 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e+00 reg 1.668101e+02 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e+00 reg 5.994843e+02 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e+00 reg 2.154435e+03 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e+00 reg 7.742637e+03 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e+00 reg 2.782559e+04 训练精度: 0.112000 验证精度: 0.070000\n",
      "lr 1.000000e+00 reg 1.000000e+05 训练精度: 0.112000 验证精度: 0.070000\n",
      "最佳学习率为：1.000000e-05 最佳权重衰减系数为：2.782559e+04 其所对应的验证精度为: 0.260000\n"
     ]
    }
   ],
   "source": [
    "# 使用验证集调整超参数(权重衰减因子，学习率)\n",
    "from classifiers.chapter2.softmax import *\n",
    "results = {}\n",
    "best_val = -1\n",
    "best_l = 0  # 最佳的学习率\n",
    "best_r = 0  # 最佳的权重衰减因子\n",
    "best_softmax = None\n",
    "# 学习率\n",
    "learning_rates=np.logspace(-9, 0, num=10)\n",
    "# 权重衰减因子\n",
    "regularization_strengths=np.logspace(0, 5, num=10)\n",
    "batch_size = [50]\n",
    "num_iters  = [300]\n",
    "\n",
    "for b in batch_size:\n",
    "    for n in num_iters:\n",
    "        for l in learning_rates:\n",
    "            for r in regularization_strengths:\n",
    "                # 创建Softmax类来进行对比\n",
    "                softmax = Softmax()\n",
    "                loss_hist = softmax.train(X_sample, y_sample, \n",
    "                                         learning_rate=l,reg=r,\n",
    "                                         num_iters=n,\n",
    "                                         batch_size=b,\n",
    "                                         verbose=False)\n",
    "                y_train_pred = softmax.predict(X_sample)\n",
    "                train_accuracy= np.mean(y_sample == y_train_pred)\n",
    "                y_val_pred = softmax.predict(X_val)\n",
    "                val_accuracy= np.mean(y_val == y_val_pred)\n",
    "                results[(l,r)]=(train_accuracy,val_accuracy)\n",
    "                # 找出准确率最高的参数配置\n",
    "                if(best_val < val_accuracy):\n",
    "                    best_val = val_accuracy\n",
    "                    best_softmax = softmax\n",
    "                    best_l =l\n",
    "                    best_r =r\n",
    "    \n",
    "for lr, reg in sorted(results):\n",
    "    train_accuracy, val_accuracy = results[(lr, reg)]\n",
    "    print('lr %e reg %e 训练精度: %f 验证精度: %f' % (\n",
    "                lr, reg, train_accuracy, val_accuracy))\n",
    "    \n",
    "print('最佳学习率为：%e 最佳权重衰减系数为：%e 其所对应的验证精度为: %f' % (best_l,best_r,best_val))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b4b24454",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "# 生成对应的点图\n",
    "x_scatter = [math.log10(x[0]) for x in results]\n",
    "y_scatter = [math.log10(x[1]) for x in results]\n",
    "\n",
    "# 绘制训练数据精度\n",
    "marker_size = 100\n",
    "# 生产颜色\n",
    "colors = [results[x][0] for x in results]\n",
    "plt.subplot(2, 1, 1)\n",
    "# 绘制相应点\n",
    "plt.scatter(x_scatter, y_scatter, marker_size, c=colors)\n",
    "# 添加颜色柱\n",
    "plt.colorbar()\n",
    "plt.xlabel('log learning rate')\n",
    "plt.ylabel('log regularization strength')\n",
    "plt.title('CIFAR-10 training accuracy')\n",
    "\n",
    "# 绘制验证数据精度\n",
    "colors = [results[x][1] for x in results] \n",
    "plt.subplot(2, 1, 2)\n",
    "# 绘制相应点\n",
    "plt.scatter(x_scatter, y_scatter, marker_size, c=colors)\n",
    "# 添加颜色柱\n",
    "plt.colorbar()\n",
    "plt.xlabel('log learning rate')\n",
    "plt.ylabel('log regularization strength')\n",
    "plt.title('CIFAR-10 validation accuracy')\n",
    "# 自动布局\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fb20878",
   "metadata": {},
   "source": [
    "从可视化结果可以清晰地看出，学习率大约在[1e-6, 1e-4]之间效果显著，惩罚因子在[1e0, 1e4]之间效果较好，并且惩罚因子越小可能效果越好。因此我们下一步就在这个范围内继续缩小。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "fbc36e5a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:111: RuntimeWarning: divide by zero encountered in log\n",
      "  loss += -np.sum(y_trueClass*np.log(prob))/num_train+0.5*reg*np.sum(W*W)\n",
      "D:\\workspace\\Python\\jupyter\\深度学习实战范例\\DLAction\\classifiers\\chapter2\\softmax_loss.py:111: RuntimeWarning: invalid value encountered in multiply\n",
      "  loss += -np.sum(y_trueClass*np.log(prob))/num_train+0.5*reg*np.sum(W*W)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最佳学习率为：1.291550e-05 最佳权重衰减系数为：1.000000e+04 其所对应的验证精度为: 0.240000\n"
     ]
    }
   ],
   "source": [
    "#使用验证集调整超参数(权重衰减因子，学习率)\n",
    "from classifiers.chapter2.softmax import *\n",
    "results = {}\n",
    "best_val = -1\n",
    "best_l = 0\n",
    "best_r = 0\n",
    "best_softmax = None\n",
    "learning_rates=np.logspace(-6, -4, num=10)\n",
    "regularization_strengths=np.logspace(-1, 4, num=5)\n",
    "batch_size = [50]\n",
    "num_iters  = [300]\n",
    "\n",
    "for b in batch_size:\n",
    "    for n in num_iters:\n",
    "        for l in learning_rates:\n",
    "            for r in regularization_strengths:\n",
    "                softmax = Softmax()\n",
    "                loss_hist = softmax.train(X_sample, y_sample,\n",
    "                                         learning_rate=l, reg=r,\n",
    "                                         num_iters=n,batch_size=b, verbose=False)\n",
    "                y_train_pred = softmax.predict(X_sample)\n",
    "                train_accuracy= np.mean(y_sample == y_train_pred)\n",
    "                y_val_pred = softmax.predict(X_val)\n",
    "                val_accuracy= np.mean(y_val == y_val_pred)\n",
    "                results[(l,r)]=(train_accuracy,val_accuracy)\n",
    "                if (best_val < val_accuracy):\n",
    "                    best_val = val_accuracy\n",
    "                    best_softmax = softmax\n",
    "                    best_l =l\n",
    "                    best_r =r\n",
    "\n",
    "    \n",
    "print('最佳学习率为：%e 最佳权重衰减系数为：%e 其所对应的验证精度为: %f' % (best_l,best_r,best_val))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c7e44855",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "x_scatter = [math.log10(x[0]) for x in results]\n",
    "y_scatter = [math.log10(x[1]) for x in results]\n",
    "\n",
    "\n",
    "# 绘制训练数据精度\n",
    "marker_size = 100\n",
    "colors = [results[x][0] for x in results]\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.scatter(x_scatter, y_scatter, marker_size, c=colors)\n",
    "plt.colorbar()\n",
    "plt.xlabel('log learning rate')\n",
    "plt.ylabel('log regularization strength')\n",
    "plt.title('CIFAR-10 training accuracy')\n",
    "\n",
    "#绘制验证数据精度\n",
    "colors = [results[x][1] for x in results] \n",
    "plt.subplot(2, 1, 2)\n",
    "plt.scatter(x_scatter, y_scatter, marker_size, c=colors)\n",
    "plt.colorbar()\n",
    "plt.xlabel('log learning rate')\n",
    "plt.ylabel('log regularization strength')\n",
    "plt.title('CIFAR-10 validation accuracy')\n",
    "# 自动布局\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9a4c4a3",
   "metadata": {},
   "source": [
    "继续缩小参数范围。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0b756735",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最佳学习率为：1.000000e-05 最佳权重衰减系数为：3.162278e+00 其所对应的验证精度为: 0.230000\n"
     ]
    }
   ],
   "source": [
    "#使用验证集调整超参数(权重衰减因子，学习率)\n",
    "from classifiers.chapter2.softmax import *\n",
    "results = {}\n",
    "best_val = -1\n",
    "best_l = 0\n",
    "best_r = 0\n",
    "best_softmax = None\n",
    "learning_rates=np.logspace(-5, -4, num=10)\n",
    "regularization_strengths=np.logspace(-2, 3, num=5)\n",
    "batch_size = [50]\n",
    "num_iters  = [300]\n",
    "\n",
    "for b in batch_size:\n",
    "    for n in num_iters:\n",
    "        for l in learning_rates:\n",
    "            for r in regularization_strengths:\n",
    "                softmax = Softmax()\n",
    "                loss_hist = softmax.train(X_sample, y_sample, learning_rate=l,\n",
    "                                         reg=r,num_iters=n,batch_size=b, verbose=False)\n",
    "                y_train_pred = softmax.predict(X_sample)\n",
    "                train_accuracy= np.mean(y_sample == y_train_pred)\n",
    "                y_val_pred = softmax.predict(X_val)\n",
    "                val_accuracy= np.mean(y_val == y_val_pred)\n",
    "                results[(l,r)]=(train_accuracy,val_accuracy)\n",
    "                if (best_val < val_accuracy):\n",
    "                    best_val = val_accuracy\n",
    "                    best_softmax = softmax\n",
    "                    best_l =l\n",
    "                    best_r =r\n",
    "    \n",
    "print('最佳学习率为：%e 最佳权重衰减系数为：%e 其所对应的验证精度为: %f' % (best_l,best_r,best_val))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "36b14378",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "x_scatter = [math.log10(x[0]) for x in results]\n",
    "y_scatter = [math.log10(x[1]) for x in results]\n",
    "\n",
    "marker_size = 100\n",
    "colors = [results[x][0] for x in results]\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.scatter(x_scatter, y_scatter, marker_size, c=colors)\n",
    "plt.colorbar()\n",
    "plt.xlabel('log learning rate')\n",
    "plt.ylabel('log regularization strength')\n",
    "plt.title('CIFAR-10 training accuracy')\n",
    "\n",
    "\n",
    "colors = [results[x][1] for x in results] \n",
    "plt.subplot(2, 1, 2)\n",
    "plt.scatter(x_scatter, y_scatter, marker_size, c=colors)\n",
    "plt.colorbar()\n",
    "plt.xlabel('log learning rate')\n",
    "plt.ylabel('log regularization strength')\n",
    "plt.title('CIFAR-10 validation accuracy')\n",
    "# 自动布局\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "219181ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集精度: 0.234500\n"
     ]
    }
   ],
   "source": [
    "#在测试数据集上评估最佳softmax分类器\n",
    "y_test_pred = best_softmax.predict(X_test)\n",
    "test_accuracy = np.mean(y_test == y_test_pred)\n",
    "print('测试集精度: %f' % test_accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "250138a7",
   "metadata": {},
   "source": [
    "我们观察到效果并不理想，这是因为我们训练的数据量实在是太小了。\n",
    "\n",
    "数据量提升可以避免过拟合现象的发生，但同时也使得我们在选择超参数时耗时耗力。因此我们可以先使用较小的数据去粗略地选择超参数的取值范围，这样可以节约训练时间。但是在较小数据中表现最好的超参数，不一定在数据量较大时同样表现得更好，因此需要注意数据量的把控，但这是一个非常以来于经验的一个问题，需要从大量的实验中自己积累敬仰，进行不断地尝试。记住，千万不要怕错。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "d820a034",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train data shape:  (49000, 3073)\n",
      "Train labels shape:  (49000,)\n",
      "Validation data shape:  (1000, 3073)\n",
      "Validation labels shape:  (1000,)\n",
      "Test data shape:  (10000, 3073)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "def get_CIFAR10_data(num_training=49000, num_validation=1000, num_test=10000):\n",
    "    cifar10_dir = 'datasets/cifar-10-batches-py'\n",
    "    X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir) \n",
    "    mask = range(num_training, num_training + num_validation)\n",
    "    X_val = X_train[mask]\n",
    "    y_val = y_train[mask]\n",
    "    mask = range(num_training)\n",
    "    X_train = X_train[mask]\n",
    "    y_train = y_train[mask]\n",
    "    mask = range(num_test)\n",
    "    X_test = X_test[mask]\n",
    "    y_test = y_test[mask]    \n",
    "    X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "    X_val = np.reshape(X_val, (X_val.shape[0], -1))\n",
    "    X_test = np.reshape(X_test, (X_test.shape[0], -1))    \n",
    "    mean_image = np.mean(X_train, axis = 0)\n",
    "    X_train -= mean_image\n",
    "    X_val -= mean_image\n",
    "    X_test -= mean_image\n",
    "    X_train = np.hstack([X_train, np.ones((X_train.shape[0], 1))])\n",
    "    X_val = np.hstack([X_val, np.ones((X_val.shape[0], 1))])\n",
    "    X_test = np.hstack([X_test, np.ones((X_test.shape[0], 1))]) \n",
    "    return X_train, y_train, X_val, y_val, X_test, y_test\n",
    "\n",
    "\n",
    "X_train, y_train, X_val, y_val, X_test, y_test = get_CIFAR10_data()\n",
    "print ('Train data shape: ', X_train.shape)\n",
    "print ('Train labels shape: ', y_train.shape)\n",
    "print ('Validation data shape: ', X_val.shape)\n",
    "print ('Validation labels shape: ', y_val.shape)\n",
    "print ('Test data shape: ', X_test.shape)\n",
    "print ('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "083e0c36",
   "metadata": {},
   "outputs": [],
   "source": [
    "from classifiers.chapter2.softmax  import Softmax\n",
    "results = {}\n",
    "best_val = -1\n",
    "best_softmax = None\n",
    "################################################################################\n",
    "#                            任务:                                             #\n",
    "#               使用全部训练数据训练一个最佳softmax                            #\n",
    "################################################################################\n",
    "learning_rates = [1.4e-7, 1.45e-7, 1.5e-7, 1.55e-7, 1.6e-7]\n",
    "regularization_strengths = [2.3e4, 2.6e4, 2.7e4, 2.8e4, 2.9e4]\n",
    "for l in learning_rates:\n",
    "    for r in regularization_strengths:\n",
    "        softmax = Softmax()\n",
    "        loss_hist = softmax.train(X_train, y_train, learning_rate=l, \n",
    "                                  reg=r,num_iters=2000, verbose=True)\n",
    "        y_train_pred = softmax.predict(X_train)\n",
    "        train_accuracy= np.mean(y_train == y_train_pred)\n",
    "        y_val_pred = softmax.predict(X_val)\n",
    "        val_accuracy= np.mean(y_val == y_val_pred)\n",
    "        results[(l,r)]=(train_accuracy,val_accuracy)\n",
    "        if (best_val < val_accuracy):\n",
    "            best_val = val_accuracy\n",
    "            best_softmax = softmax\n",
    "################################################################################\n",
    "#                            结束编码                                          #\n",
    "################################################################################\n",
    "\n",
    "for lr, reg in sorted(results):\n",
    "    train_accuracy, val_accuracy = results[(lr, reg)]\n",
    "    print 'lr %e reg %e train accuracy: %f val accuracy: %f' % (\n",
    "                lr, reg, train_accuracy, val_accuracy)\n",
    "    \n",
    "print('最佳验证精度为: %f' % best_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f377c164",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_test_pred = best_softmax.predict(X_test)\n",
    "test_accuracy = np.mean(y_test == y_test_pred)\n",
    "print '测试集精度: %f' % test_accuracy"
   ]
  }
 ],
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